{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d4d85216",
   "metadata": {},
   "source": [
    "### 字符编码"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e998ef4b",
   "metadata": {},
   "source": [
    "字符串比较特殊的还是一个编码问题。因为计算机只能处理数字，因此要处理文本的话，必须把文本转换为数字才能处理。\n",
    "ASCII码：最早有127个字符被编到计算机里，大小写英文字母，数字，以及一些符号。\n",
    "但是要处理中文，一个字节显然不够，至少需要两个字节，而且不能和ASCII码冲突。\n",
    "因此中国制定了GB2312编码。\n",
    "但是因为世界各国有不同的语言和标准，为了避免混乱。Unicode应运而生，它把所有语言都统一到一套编码里，这样就不会出现乱码问题。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "63ac9565",
   "metadata": {},
   "source": [
    "因为Unicode编码比ASCII编码需要多一倍的存储空间。因此进而出现可变长编码UTF-8，在计算机内存中，统一使用Unicode编码，当需要保存到硬盘或者需要传输的时候，就转换为UTF-8编码。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "e5493c7c",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "b81f58b6",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b87e652c",
   "metadata": {},
   "source": [
    "### Python的字符串"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b1e972dc",
   "metadata": {},
   "source": [
    "Python3中，字符串是Unicode编码的，对于单个字符的编码，ord函数获取字符的整数表示，chr函数把编码转换为对应的字符："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "40090772",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "66"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ord('B')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8b7d90b4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "22269"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ord('国')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fa75de60",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'A'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chr(65)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "08b205a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'囼'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chr(22268)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bf6f4923",
   "metadata": {},
   "source": [
    "Python的字符串类型是str，在内存中以Unicode表示，一个字符对应若干字节。在网络上传输或者硬盘上保存则把str变成以字节为单位的bytes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "06bb0a79",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = b'ABC'\n",
    "len(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "419e472a",
   "metadata": {},
   "source": [
    "'ABC'和b'ABC'前者是str，后者内容上与前者一样，但是每个字符都只占用一个字节，可以用encode方法讲编码指定为bytes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "213adee8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "b'ABC'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'ABC'.encode('ascii')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ec78851f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "b'\\xe4\\xb8\\xad\\xe6\\x96\\x87'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'中文'.encode('utf-8')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e6971c4a",
   "metadata": {},
   "source": [
    "反过来，从网络或硬盘中读取字节流，读到的是bytes，则可以用decode方法把bytes变成str"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "db46575b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'ABC'"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b'ABC'.decode('ascii')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a071e92d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'中文'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b'\\xe4\\xb8\\xad\\xe6\\x96\\x87'.decode('utf-8')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "67257b38",
   "metadata": {},
   "source": [
    "如果bytes中只有一小部分无效的字节，可以传入errors='ignore'忽略错误字节"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "960543c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'中'"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b'\\xe4\\xb8\\xad\\xff'.decode('utf-8',errors='ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d0744f1",
   "metadata": {},
   "source": [
    "str中包含多少个字符，可以用len函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "687ee268",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3\n",
      "3\n"
     ]
    }
   ],
   "source": [
    "print(len('ABC'))\n",
    "print(len('萨斯给'))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "983323d6",
   "metadata": {},
   "source": [
    "len计算的是str的字符数，如果换成bytes，len函数就计算字节数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "184cdca4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(b'ABC')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c3ed9fd8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len('中文'.encode('utf-8'))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ea51217",
   "metadata": {},
   "source": [
    "当python解释器读取源代码时，为了让它按UTF-8编码读取，我们通常在文件开头写上这两行："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "1c5a070b",
   "metadata": {},
   "outputs": [],
   "source": [
    "#！/usr/bin/env python3\n",
    "# -*- conding: utf-8 -*-"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb39522a",
   "metadata": {},
   "source": [
    "在python中采用格式化的方法和C语言是一致的，用%实现"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "4af2b507",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hello, world\n"
     ]
    }
   ],
   "source": [
    "print('Hello, %s' % 'world')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "0dd1d7ac",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hi, Michael, you have $1000000.\n"
     ]
    }
   ],
   "source": [
    "print('Hi, %s, you have $%d.' % ('Michael', 1000000))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "049d44f9",
   "metadata": {},
   "source": [
    "有几个%占位符，后米娜就跟几个变量或者值，顺序要对应好。\n",
    "%d:整数\n",
    "%f：浮点数\n",
    "%s：字符串\n",
    "%x：十六进制整数"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff218c82",
   "metadata": {},
   "source": [
    "格式化整数和浮点数还可以指定是否补0和整数与小数的位数："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "abbfc804",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 3-01\n",
      "3.14\n"
     ]
    }
   ],
   "source": [
    "print('%2d-%02d' % (3,1))\n",
    "print('%.2f' % 3.1415926)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bec9a615",
   "metadata": {},
   "source": [
    "#### fomat()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57d3a6ea",
   "metadata": {},
   "source": [
    "另一种格式化字符串的方法，是使用字符串的format方法，它会用传入的参数一次代替字符串内的占位符。{0},{1}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "e7fc5f05",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hello, 小明, 成绩提升了17.1%\n"
     ]
    }
   ],
   "source": [
    "print('Hello, {0}, 成绩提升了{1:.1f}%'.format('小明',17.125))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ca25b27",
   "metadata": {},
   "source": [
    "#### f-string"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1daf7d3d",
   "metadata": {},
   "source": [
    "最后一种格式化字符串的方法是使用以f开头的字符串，即f-string，字符串中如果包含{xxx}，就会以对应的变量替换："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "054671a4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The area of a circle with radius 2.5 is 19.62\n"
     ]
    }
   ],
   "source": [
    "r = 2.5\n",
    "s = 3.14 * r ** 2\n",
    "print(f'The area of a circle with radius {r} is {s:.2f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ecfaef37",
   "metadata": {},
   "source": [
    "### 小结"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "08f8d15b",
   "metadata": {},
   "source": [
    "python3的字符串使用Unicode，直接支持多语言\n",
    "str和bytes互相转换时，需要指定编码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d860f7b3",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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